Overview
Brought to you by YData
Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 428 |
| Missing cells | 2 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 50.3 KiB |
| Average record size in memory | 120.3 B |
Variable types
| Categorical | 4 |
|---|---|
| Text | 3 |
| Numeric | 8 |
Cylinders is highly overall correlated with EngineSize and 6 other fields | High correlation |
DriveTrain is highly overall correlated with Make | High correlation |
EngineSize is highly overall correlated with Cylinders and 6 other fields | High correlation |
Horsepower is highly overall correlated with Cylinders and 5 other fields | High correlation |
Length is highly overall correlated with Cylinders and 4 other fields | High correlation |
MPG_City is highly overall correlated with Cylinders and 7 other fields | High correlation |
MPG_Highway is highly overall correlated with Cylinders and 6 other fields | High correlation |
Make is highly overall correlated with DriveTrain and 1 other fields | High correlation |
Origin is highly overall correlated with Make | High correlation |
Type is highly overall correlated with MPG_City and 1 other fields | High correlation |
Weight is highly overall correlated with Cylinders and 6 other fields | High correlation |
Wheelbase is highly overall correlated with Cylinders and 6 other fields | High correlation |
Reproduction
| Analysis started | 2025-08-13 10:02:16.492688 |
|---|---|
| Analysis finished | 2025-08-13 10:02:18.448256 |
| Duration | 1.96 second |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
Make
Categorical
High correlation
| Distinct | 38 |
|---|---|
| Distinct (%) | 8.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.5 KiB |
| Toyota | 28 |
|---|---|
| Chevrolet | 27 |
| Mercedes-Benz | 26 |
| Ford | 23 |
| BMW | 20 |
| Other values (33) |
Length
| Max length | 13 |
|---|---|
| Median length | 9 |
| Mean length | 6.4672897 |
| Min length | 3 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | Acura |
|---|---|
| 2nd row | Acura |
| 3rd row | Acura |
| 4th row | Acura |
| 5th row | Acura |
Common Values
| Value | Count | Frequency (%) |
| Toyota | 28 | 6.5% |
| Chevrolet | 27 | 6.3% |
| Mercedes-Benz | 26 | 6.1% |
| Ford | 23 | 5.4% |
| BMW | 20 | 4.7% |
| Audi | 19 | 4.4% |
| Honda | 17 | 4.0% |
| Nissan | 17 | 4.0% |
| Volkswagen | 15 | 3.5% |
| Chrysler | 15 | 3.5% |
| Other values (28) | 221 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| toyota | 28 | 6.5% |
| chevrolet | 27 | 6.3% |
| mercedes-benz | 26 | 6.0% |
| ford | 23 | 5.3% |
| bmw | 20 | 4.6% |
| audi | 19 | 4.4% |
| honda | 17 | 3.9% |
| nissan | 17 | 3.9% |
| chrysler | 15 | 3.5% |
| volkswagen | 15 | 3.5% |
| Other values (29) | 224 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 241 | 8.7% |
| a | 216 | 7.8% |
| o | 210 | 7.6% |
| r | 173 | 6.2% |
| i | 172 | 6.2% |
| n | 145 | 5.2% |
| u | 143 | 5.2% |
| s | 139 | 5.0% |
| d | 135 | 4.9% |
| l | 100 | 3.6% |
| Other values (36) | 1094 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2768 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 241 | 8.7% |
| a | 216 | 7.8% |
| o | 210 | 7.6% |
| r | 173 | 6.2% |
| i | 172 | 6.2% |
| n | 145 | 5.2% |
| u | 143 | 5.2% |
| s | 139 | 5.0% |
| d | 135 | 4.9% |
| l | 100 | 3.6% |
| Other values (36) | 1094 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2768 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 241 | 8.7% |
| a | 216 | 7.8% |
| o | 210 | 7.6% |
| r | 173 | 6.2% |
| i | 172 | 6.2% |
| n | 145 | 5.2% |
| u | 143 | 5.2% |
| s | 139 | 5.0% |
| d | 135 | 4.9% |
| l | 100 | 3.6% |
| Other values (36) | 1094 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2768 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 241 | 8.7% |
| a | 216 | 7.8% |
| o | 210 | 7.6% |
| r | 173 | 6.2% |
| i | 172 | 6.2% |
| n | 145 | 5.2% |
| u | 143 | 5.2% |
| s | 139 | 5.0% |
| d | 135 | 4.9% |
| l | 100 | 3.6% |
| Other values (36) | 1094 |
Model
Text
| Distinct | 425 |
|---|---|
| Distinct (%) | 99.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.5 KiB |
Length
| Max length | 39 |
|---|---|
| Median length | 30 |
| Mean length | 14.514019 |
| Min length | 2 |
Unique
| Unique | 422 ? |
|---|---|
| Unique (%) | 98.6% |
Sample
| 1st row | MDX |
|---|---|
| 2nd row | RSX Type S 2dr |
| 3rd row | TSX 4dr |
| 4th row | TL 4dr |
| 5th row | 3.5 RL 4dr |
| Value | Count | Frequency (%) |
| 4dr | 197 | 15.7% |
| 2dr | 94 | 7.5% |
| convertible | 41 | 3.3% |
| lx | 22 | 1.8% |
| ls | 21 | 1.7% |
| v6 | 19 | 1.5% |
| se | 17 | 1.4% |
| coupe | 15 | 1.2% |
| cab | 15 | 1.2% |
| s | 14 | 1.1% |
| Other values (421) | 800 |
Most occurring characters
| Value | Count | Frequency (%) |
| 827 | 13.3% | |
| r | 577 | 9.3% |
| d | 357 | 5.7% |
| a | 327 | 5.3% |
| e | 326 | 5.2% |
| 4 | 237 | 3.8% |
| o | 228 | 3.7% |
| t | 227 | 3.7% |
| S | 209 | 3.4% |
| i | 205 | 3.3% |
| Other values (58) | 2692 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6212 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 827 | 13.3% | |
| r | 577 | 9.3% |
| d | 357 | 5.7% |
| a | 327 | 5.3% |
| e | 326 | 5.2% |
| 4 | 237 | 3.8% |
| o | 228 | 3.7% |
| t | 227 | 3.7% |
| S | 209 | 3.4% |
| i | 205 | 3.3% |
| Other values (58) | 2692 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6212 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 827 | 13.3% | |
| r | 577 | 9.3% |
| d | 357 | 5.7% |
| a | 327 | 5.3% |
| e | 326 | 5.2% |
| 4 | 237 | 3.8% |
| o | 228 | 3.7% |
| t | 227 | 3.7% |
| S | 209 | 3.4% |
| i | 205 | 3.3% |
| Other values (58) | 2692 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6212 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 827 | 13.3% | |
| r | 577 | 9.3% |
| d | 357 | 5.7% |
| a | 327 | 5.3% |
| e | 326 | 5.2% |
| 4 | 237 | 3.8% |
| o | 228 | 3.7% |
| t | 227 | 3.7% |
| S | 209 | 3.4% |
| i | 205 | 3.3% |
| Other values (58) | 2692 |
Type
Categorical
High correlation
| Distinct | 6 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.5 KiB |
| Sedan | |
|---|---|
| SUV | |
| Sports | |
| Wagon | |
| Truck | 24 |
Length
| Max length | 6 |
|---|---|
| Median length | 5 |
| Mean length | 4.8411215 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | SUV |
|---|---|
| 2nd row | Sedan |
| 3rd row | Sedan |
| 4th row | Sedan |
| 5th row | Sedan |
Common Values
| Value | Count | Frequency (%) |
| Sedan | 262 | |
| SUV | 60 | 14.0% |
| Sports | 49 | 11.4% |
| Wagon | 30 | 7.0% |
| Truck | 24 | 5.6% |
| Hybrid | 3 | 0.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| sedan | 262 | |
| suv | 60 | 14.0% |
| sports | 49 | 11.4% |
| wagon | 30 | 7.0% |
| truck | 24 | 5.6% |
| hybrid | 3 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 371 | |
| a | 292 | |
| n | 292 | |
| d | 265 | |
| e | 262 | |
| o | 79 | 3.8% |
| r | 76 | 3.7% |
| U | 60 | 2.9% |
| V | 60 | 2.9% |
| t | 49 | 2.4% |
| Other values (12) | 266 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2072 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| S | 371 | |
| a | 292 | |
| n | 292 | |
| d | 265 | |
| e | 262 | |
| o | 79 | 3.8% |
| r | 76 | 3.7% |
| U | 60 | 2.9% |
| V | 60 | 2.9% |
| t | 49 | 2.4% |
| Other values (12) | 266 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2072 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| S | 371 | |
| a | 292 | |
| n | 292 | |
| d | 265 | |
| e | 262 | |
| o | 79 | 3.8% |
| r | 76 | 3.7% |
| U | 60 | 2.9% |
| V | 60 | 2.9% |
| t | 49 | 2.4% |
| Other values (12) | 266 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2072 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| S | 371 | |
| a | 292 | |
| n | 292 | |
| d | 265 | |
| e | 262 | |
| o | 79 | 3.8% |
| r | 76 | 3.7% |
| U | 60 | 2.9% |
| V | 60 | 2.9% |
| t | 49 | 2.4% |
| Other values (12) | 266 |
Origin
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.5 KiB |
| Asia | |
|---|---|
| USA | |
| Europe |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.2313084 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Asia |
|---|---|
| 2nd row | Asia |
| 3rd row | Asia |
| 4th row | Asia |
| 5th row | Asia |
Common Values
| Value | Count | Frequency (%) |
| Asia | 158 | |
| USA | 147 | |
| Europe | 123 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| asia | 158 | |
| usa | 147 | |
| europe | 123 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 305 | |
| s | 158 | |
| i | 158 | |
| a | 158 | |
| U | 147 | |
| S | 147 | |
| E | 123 | |
| u | 123 | |
| r | 123 | |
| o | 123 | |
| Other values (2) | 246 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1811 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 305 | |
| s | 158 | |
| i | 158 | |
| a | 158 | |
| U | 147 | |
| S | 147 | |
| E | 123 | |
| u | 123 | |
| r | 123 | |
| o | 123 | |
| Other values (2) | 246 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1811 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 305 | |
| s | 158 | |
| i | 158 | |
| a | 158 | |
| U | 147 | |
| S | 147 | |
| E | 123 | |
| u | 123 | |
| r | 123 | |
| o | 123 | |
| Other values (2) | 246 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1811 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 305 | |
| s | 158 | |
| i | 158 | |
| a | 158 | |
| U | 147 | |
| S | 147 | |
| E | 123 | |
| u | 123 | |
| r | 123 | |
| o | 123 | |
| Other values (2) | 246 |
DriveTrain
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.5 KiB |
| Front | |
|---|---|
| Rear | |
| All |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.3130841 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | All |
|---|---|
| 2nd row | Front |
| 3rd row | Front |
| 4th row | Front |
| 5th row | Front |
Common Values
| Value | Count | Frequency (%) |
| Front | 226 | |
| Rear | 110 | |
| All | 92 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| front | 226 | |
| rear | 110 | |
| all | 92 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 336 | |
| F | 226 | |
| o | 226 | |
| n | 226 | |
| t | 226 | |
| l | 184 | |
| R | 110 | 6.0% |
| e | 110 | 6.0% |
| a | 110 | 6.0% |
| A | 92 | 5.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1846 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 336 | |
| F | 226 | |
| o | 226 | |
| n | 226 | |
| t | 226 | |
| l | 184 | |
| R | 110 | 6.0% |
| e | 110 | 6.0% |
| a | 110 | 6.0% |
| A | 92 | 5.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1846 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 336 | |
| F | 226 | |
| o | 226 | |
| n | 226 | |
| t | 226 | |
| l | 184 | |
| R | 110 | 6.0% |
| e | 110 | 6.0% |
| a | 110 | 6.0% |
| A | 92 | 5.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1846 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 336 | |
| F | 226 | |
| o | 226 | |
| n | 226 | |
| t | 226 | |
| l | 184 | |
| R | 110 | 6.0% |
| e | 110 | 6.0% |
| a | 110 | 6.0% |
| A | 92 | 5.0% |
MSRP
Text
| Distinct | 410 |
|---|---|
| Distinct (%) | 95.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.5 KiB |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 7.0093458 |
| Min length | 7 |
Unique
| Unique | 392 ? |
|---|---|
| Unique (%) | 91.6% |
Sample
| 1st row | $36,945 |
|---|---|
| 2nd row | $23,820 |
| 3rd row | $26,990 |
| 4th row | $33,195 |
| 5th row | $43,755 |
| Value | Count | Frequency (%) |
| 33,995 | 2 | 0.5% |
| 19,635 | 2 | 0.5% |
| 21,595 | 2 | 0.5% |
| 19,860 | 2 | 0.5% |
| 49,995 | 2 | 0.5% |
| 31,545 | 2 | 0.5% |
| 35,940 | 2 | 0.5% |
| 27,490 | 2 | 0.5% |
| 25,700 | 2 | 0.5% |
| 34,495 | 2 | 0.5% |
| Other values (400) | 408 |
Most occurring characters
| Value | Count | Frequency (%) |
| $ | 428 | |
| , | 428 | |
| 5 | 334 | |
| 0 | 297 | |
| 2 | 281 | |
| 9 | 236 | |
| 3 | 218 | |
| 1 | 206 | |
| 4 | 200 | |
| 6 | 129 | 4.3% |
| Other values (2) | 243 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| $ | 428 | |
| , | 428 | |
| 5 | 334 | |
| 0 | 297 | |
| 2 | 281 | |
| 9 | 236 | |
| 3 | 218 | |
| 1 | 206 | |
| 4 | 200 | |
| 6 | 129 | 4.3% |
| Other values (2) | 243 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| $ | 428 | |
| , | 428 | |
| 5 | 334 | |
| 0 | 297 | |
| 2 | 281 | |
| 9 | 236 | |
| 3 | 218 | |
| 1 | 206 | |
| 4 | 200 | |
| 6 | 129 | 4.3% |
| Other values (2) | 243 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| $ | 428 | |
| , | 428 | |
| 5 | 334 | |
| 0 | 297 | |
| 2 | 281 | |
| 9 | 236 | |
| 3 | 218 | |
| 1 | 206 | |
| 4 | 200 | |
| 6 | 129 | 4.3% |
| Other values (2) | 243 |
Invoice
Text
| Distinct | 425 |
|---|---|
| Distinct (%) | 99.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.5 KiB |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 7.0070093 |
| Min length | 6 |
Unique
| Unique | 422 ? |
|---|---|
| Unique (%) | 98.6% |
Sample
| 1st row | $33,337 |
|---|---|
| 2nd row | $21,761 |
| 3rd row | $24,647 |
| 4th row | $30,299 |
| 5th row | $39,014 |
| Value | Count | Frequency (%) |
| 19,638 | 2 | 0.5% |
| 14,207 | 2 | 0.5% |
| 68,306 | 2 | 0.5% |
| 34,483 | 1 | 0.2% |
| 29,566 | 1 | 0.2% |
| 30,299 | 1 | 0.2% |
| 39,014 | 1 | 0.2% |
| 41,100 | 1 | 0.2% |
| 79,978 | 1 | 0.2% |
| 23,508 | 1 | 0.2% |
| Other values (415) | 415 |
Most occurring characters
| Value | Count | Frequency (%) |
| $ | 428 | |
| , | 428 | |
| 2 | 300 | |
| 1 | 289 | |
| 3 | 251 | |
| 4 | 205 | |
| 8 | 194 | |
| 0 | 187 | |
| 5 | 186 | |
| 7 | 184 | |
| Other values (2) | 347 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2999 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| $ | 428 | |
| , | 428 | |
| 2 | 300 | |
| 1 | 289 | |
| 3 | 251 | |
| 4 | 205 | |
| 8 | 194 | |
| 0 | 187 | |
| 5 | 186 | |
| 7 | 184 | |
| Other values (2) | 347 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2999 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| $ | 428 | |
| , | 428 | |
| 2 | 300 | |
| 1 | 289 | |
| 3 | 251 | |
| 4 | 205 | |
| 8 | 194 | |
| 0 | 187 | |
| 5 | 186 | |
| 7 | 184 | |
| Other values (2) | 347 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2999 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| $ | 428 | |
| , | 428 | |
| 2 | 300 | |
| 1 | 289 | |
| 3 | 251 | |
| 4 | 205 | |
| 8 | 194 | |
| 0 | 187 | |
| 5 | 186 | |
| 7 | 184 | |
| Other values (2) | 347 |
EngineSize
Real number (ℝ)
High correlation
| Distinct | 43 |
|---|---|
| Distinct (%) | 10.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.196729 |
| Minimum | 1.3 |
|---|---|
| Maximum | 8.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 KiB |
Quantile statistics
| Minimum | 1.3 |
|---|---|
| 5-th percentile | 1.7 |
| Q1 | 2.375 |
| median | 3 |
| Q3 | 3.9 |
| 95-th percentile | 5.3 |
| Maximum | 8.3 |
| Range | 7 |
| Interquartile range (IQR) | 1.525 |
Descriptive statistics
| Standard deviation | 1.1085947 |
|---|---|
| Coefficient of variation (CV) | 0.34679034 |
| Kurtosis | 0.54194354 |
| Mean | 3.196729 |
| Median Absolute Deviation (MAD) | 0.8 |
| Skewness | 0.70815198 |
| Sum | 1368.2 |
| Variance | 1.2289822 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=43)
| Value | Count | Frequency (%) |
| 3 | 42 | 9.8% |
| 3.5 | 34 | 7.9% |
| 2 | 30 | 7.0% |
| 2.5 | 26 | 6.1% |
| 2.4 | 23 | 5.4% |
| 1.8 | 23 | 5.4% |
| 4.6 | 21 | 4.9% |
| 4.2 | 20 | 4.7% |
| 3.2 | 18 | 4.2% |
| 3.8 | 17 | 4.0% |
| Other values (33) | 174 |
| Value | Count | Frequency (%) |
| 1.3 | 2 | 0.5% |
| 1.4 | 1 | 0.2% |
| 1.5 | 6 | 1.4% |
| 1.6 | 10 | 2.3% |
| 1.7 | 4 | 0.9% |
| 1.8 | 23 | |
| 1.9 | 3 | 0.7% |
| 2 | 30 | |
| 2.2 | 15 | |
| 2.3 | 13 |
| Value | Count | Frequency (%) |
| 8.3 | 1 | 0.2% |
| 6.8 | 1 | 0.2% |
| 6 | 6 | |
| 5.7 | 3 | 0.7% |
| 5.6 | 2 | 0.5% |
| 5.5 | 3 | 0.7% |
| 5.4 | 2 | 0.5% |
| 5.3 | 5 | |
| 5 | 8 | |
| 4.8 | 2 | 0.5% |
Cylinders
Real number (ℝ)
High correlation
| Distinct | 7 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 2 |
| Missing (%) | 0.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.8075117 |
| Minimum | 3 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 4 |
| median | 6 |
| Q3 | 6 |
| 95-th percentile | 8 |
| Maximum | 12 |
| Range | 9 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.5584426 |
|---|---|
| Coefficient of variation (CV) | 0.26834946 |
| Kurtosis | 0.44037832 |
| Mean | 5.8075117 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.5927852 |
| Sum | 2474 |
| Variance | 2.4287434 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 6 | 190 | |
| 4 | 136 | |
| 8 | 87 | |
| 5 | 7 | 1.6% |
| 12 | 3 | 0.7% |
| 10 | 2 | 0.5% |
| 3 | 1 | 0.2% |
| (Missing) | 2 | 0.5% |
| Value | Count | Frequency (%) |
| 3 | 1 | 0.2% |
| 4 | 136 | |
| 5 | 7 | 1.6% |
| 6 | 190 | |
| 8 | 87 | |
| 10 | 2 | 0.5% |
| 12 | 3 | 0.7% |
| Value | Count | Frequency (%) |
| 12 | 3 | 0.7% |
| 10 | 2 | 0.5% |
| 8 | 87 | |
| 6 | 190 | |
| 5 | 7 | 1.6% |
| 4 | 136 | |
| 3 | 1 | 0.2% |
Horsepower
Real number (ℝ)
High correlation
| Distinct | 110 |
|---|---|
| Distinct (%) | 25.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 215.88551 |
| Minimum | 73 |
|---|---|
| Maximum | 500 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 KiB |
Quantile statistics
| Minimum | 73 |
|---|---|
| 5-th percentile | 115 |
| Q1 | 165 |
| median | 210 |
| Q3 | 255 |
| 95-th percentile | 338.25 |
| Maximum | 500 |
| Range | 427 |
| Interquartile range (IQR) | 90 |
Descriptive statistics
| Standard deviation | 71.836032 |
|---|---|
| Coefficient of variation (CV) | 0.33275059 |
| Kurtosis | 1.5521586 |
| Mean | 215.88551 |
| Median Absolute Deviation (MAD) | 45 |
| Skewness | 0.93033074 |
| Sum | 92399 |
| Variance | 5160.4154 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 200 | 17 | 4.0% |
| 215 | 14 | 3.3% |
| 210 | 14 | 3.3% |
| 240 | 13 | 3.0% |
| 225 | 13 | 3.0% |
| 220 | 12 | 2.8% |
| 140 | 12 | 2.8% |
| 300 | 11 | 2.6% |
| 170 | 11 | 2.6% |
| 130 | 10 | 2.3% |
| Other values (100) | 301 |
| Value | Count | Frequency (%) |
| 73 | 1 | 0.2% |
| 93 | 1 | 0.2% |
| 100 | 1 | 0.2% |
| 103 | 5 | |
| 104 | 3 | |
| 108 | 5 | |
| 110 | 2 | 0.5% |
| 115 | 6 | |
| 117 | 1 | 0.2% |
| 119 | 2 | 0.5% |
| Value | Count | Frequency (%) |
| 500 | 1 | 0.2% |
| 493 | 3 | |
| 477 | 1 | 0.2% |
| 450 | 1 | 0.2% |
| 420 | 1 | 0.2% |
| 390 | 4 | |
| 350 | 2 | 0.5% |
| 349 | 2 | 0.5% |
| 345 | 1 | 0.2% |
| 340 | 6 |
MPG_City
Real number (ℝ)
High correlation
| Distinct | 28 |
|---|---|
| Distinct (%) | 6.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.060748 |
| Minimum | 10 |
|---|---|
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 14 |
| Q1 | 17 |
| median | 19 |
| Q3 | 21.25 |
| 95-th percentile | 29 |
| Maximum | 60 |
| Range | 50 |
| Interquartile range (IQR) | 4.25 |
Descriptive statistics
| Standard deviation | 5.2382176 |
|---|---|
| Coefficient of variation (CV) | 0.26111777 |
| Kurtosis | 15.791147 |
| Mean | 20.060748 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 2.7820718 |
| Sum | 8586 |
| Variance | 27.438924 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=28)
| Value | Count | Frequency (%) |
| 18 | 69 | |
| 20 | 57 | |
| 17 | 41 | |
| 21 | 38 | |
| 19 | 37 | |
| 16 | 31 | |
| 24 | 22 | 5.1% |
| 26 | 22 | 5.1% |
| 22 | 18 | 4.2% |
| 15 | 17 | 4.0% |
| Other values (18) | 76 |
| Value | Count | Frequency (%) |
| 10 | 2 | 0.5% |
| 12 | 4 | 0.9% |
| 13 | 12 | 2.8% |
| 14 | 13 | 3.0% |
| 15 | 17 | 4.0% |
| 16 | 31 | |
| 17 | 41 | |
| 18 | 69 | |
| 19 | 37 | |
| 20 | 57 |
| Value | Count | Frequency (%) |
| 60 | 1 | 0.2% |
| 59 | 1 | 0.2% |
| 46 | 1 | 0.2% |
| 38 | 1 | 0.2% |
| 36 | 1 | 0.2% |
| 35 | 2 | 0.5% |
| 33 | 1 | 0.2% |
| 32 | 7 | |
| 31 | 1 | 0.2% |
| 29 | 7 |
MPG_Highway
Real number (ℝ)
High correlation
| Distinct | 33 |
|---|---|
| Distinct (%) | 7.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.843458 |
| Minimum | 12 |
|---|---|
| Maximum | 66 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 KiB |
Quantile statistics
| Minimum | 12 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 24 |
| median | 26 |
| Q3 | 29 |
| 95-th percentile | 36 |
| Maximum | 66 |
| Range | 54 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 5.7412007 |
|---|---|
| Coefficient of variation (CV) | 0.21387709 |
| Kurtosis | 6.0456107 |
| Mean | 26.843458 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.2523953 |
| Sum | 11489 |
| Variance | 32.961386 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) |
| 26 | 54 | |
| 25 | 44 | 10.3% |
| 28 | 38 | 8.9% |
| 29 | 34 | 7.9% |
| 27 | 28 | 6.5% |
| 24 | 25 | 5.8% |
| 30 | 24 | 5.6% |
| 23 | 16 | 3.7% |
| 21 | 16 | 3.7% |
| 19 | 16 | 3.7% |
| Other values (23) | 133 |
| Value | Count | Frequency (%) |
| 12 | 1 | 0.2% |
| 13 | 1 | 0.2% |
| 14 | 1 | 0.2% |
| 16 | 2 | 0.5% |
| 17 | 9 | |
| 18 | 11 | |
| 19 | 16 | |
| 20 | 13 | |
| 21 | 16 | |
| 22 | 13 |
| Value | Count | Frequency (%) |
| 66 | 1 | 0.2% |
| 51 | 2 | 0.5% |
| 46 | 1 | 0.2% |
| 44 | 1 | 0.2% |
| 43 | 2 | 0.5% |
| 40 | 3 | |
| 39 | 1 | 0.2% |
| 38 | 3 | |
| 37 | 5 | |
| 36 | 5 |
Weight
Real number (ℝ)
High correlation
| Distinct | 348 |
|---|---|
| Distinct (%) | 81.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3577.9533 |
| Minimum | 1850 |
|---|---|
| Maximum | 7190 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 KiB |
Quantile statistics
| Minimum | 1850 |
|---|---|
| 5-th percentile | 2513 |
| Q1 | 3104 |
| median | 3474.5 |
| Q3 | 3977.75 |
| 95-th percentile | 4995.45 |
| Maximum | 7190 |
| Range | 5340 |
| Interquartile range (IQR) | 873.75 |
Descriptive statistics
| Standard deviation | 758.98321 |
|---|---|
| Coefficient of variation (CV) | 0.21212776 |
| Kurtosis | 1.6887885 |
| Mean | 3577.9533 |
| Median Absolute Deviation (MAD) | 428 |
| Skewness | 0.89182423 |
| Sum | 1531364 |
| Variance | 576055.52 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3175 | 4 | 0.9% |
| 3450 | 4 | 0.9% |
| 3285 | 4 | 0.9% |
| 3428 | 3 | 0.7% |
| 3197 | 3 | 0.7% |
| 4052 | 3 | 0.7% |
| 3803 | 3 | 0.7% |
| 3351 | 3 | 0.7% |
| 3217 | 3 | 0.7% |
| 2524 | 3 | 0.7% |
| Other values (338) | 395 |
| Value | Count | Frequency (%) |
| 1850 | 1 | |
| 2035 | 1 | |
| 2055 | 1 | |
| 2085 | 1 | |
| 2195 | 1 | |
| 2255 | 1 | |
| 2290 | 1 | |
| 2339 | 1 | |
| 2340 | 1 | |
| 2348 | 1 |
| Value | Count | Frequency (%) |
| 7190 | 1 | |
| 6400 | 1 | |
| 6133 | 1 | |
| 5969 | 1 | |
| 5879 | 1 | |
| 5678 | 1 | |
| 5590 | 1 | |
| 5464 | 1 | |
| 5440 | 1 | |
| 5423 | 1 |
Wheelbase
Real number (ℝ)
High correlation
| Distinct | 40 |
|---|---|
| Distinct (%) | 9.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 108.15421 |
| Minimum | 89 |
|---|---|
| Maximum | 144 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 KiB |
Quantile statistics
| Minimum | 89 |
|---|---|
| 5-th percentile | 95.35 |
| Q1 | 103 |
| median | 107 |
| Q3 | 112 |
| 95-th percentile | 123 |
| Maximum | 144 |
| Range | 55 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 8.311813 |
|---|---|
| Coefficient of variation (CV) | 0.076851501 |
| Kurtosis | 2.1336492 |
| Mean | 108.15421 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.96228697 |
| Sum | 46290 |
| Variance | 69.086235 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=40)
| Value | Count | Frequency (%) |
| 107 | 45 | 10.5% |
| 103 | 30 | 7.0% |
| 106 | 27 | 6.3% |
| 112 | 25 | 5.8% |
| 104 | 24 | 5.6% |
| 105 | 21 | 4.9% |
| 115 | 20 | 4.7% |
| 111 | 17 | 4.0% |
| 109 | 17 | 4.0% |
| 101 | 16 | 3.7% |
| Other values (30) | 186 |
| Value | Count | Frequency (%) |
| 89 | 2 | 0.5% |
| 93 | 9 | |
| 95 | 11 | |
| 96 | 5 | 1.2% |
| 97 | 3 | 0.7% |
| 98 | 11 | |
| 99 | 11 | |
| 100 | 7 | |
| 101 | 16 | |
| 102 | 16 |
| Value | Count | Frequency (%) |
| 144 | 2 | |
| 140 | 1 | 0.2% |
| 137 | 1 | 0.2% |
| 133 | 2 | |
| 131 | 1 | 0.2% |
| 130 | 4 | |
| 129 | 2 | |
| 128 | 2 | |
| 126 | 2 | |
| 124 | 3 |
Length
Real number (ℝ)
High correlation
| Distinct | 67 |
|---|---|
| Distinct (%) | 15.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 186.36215 |
| Minimum | 143 |
|---|---|
| Maximum | 238 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 KiB |
Quantile statistics
| Minimum | 143 |
|---|---|
| 5-th percentile | 163 |
| Q1 | 178 |
| median | 187 |
| Q3 | 194 |
| 95-th percentile | 212 |
| Maximum | 238 |
| Range | 95 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 14.357991 |
|---|---|
| Coefficient of variation (CV) | 0.077043495 |
| Kurtosis | 0.61472451 |
| Mean | 186.36215 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.18197703 |
| Sum | 79763 |
| Variance | 206.15191 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 178 | 27 | 6.3% |
| 190 | 22 | 5.1% |
| 187 | 17 | 4.0% |
| 192 | 16 | 3.7% |
| 188 | 15 | 3.5% |
| 179 | 14 | 3.3% |
| 191 | 14 | 3.3% |
| 177 | 13 | 3.0% |
| 200 | 13 | 3.0% |
| 183 | 12 | 2.8% |
| Other values (57) | 265 |
| Value | Count | Frequency (%) |
| 143 | 1 | 0.2% |
| 144 | 1 | 0.2% |
| 150 | 1 | 0.2% |
| 153 | 2 | |
| 154 | 1 | 0.2% |
| 155 | 2 | |
| 156 | 2 | |
| 158 | 2 | |
| 159 | 3 | |
| 160 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 238 | 1 | 0.2% |
| 230 | 1 | 0.2% |
| 227 | 1 | 0.2% |
| 224 | 1 | 0.2% |
| 222 | 2 | 0.5% |
| 221 | 2 | 0.5% |
| 219 | 3 | |
| 218 | 3 | |
| 215 | 2 | 0.5% |
| 212 | 7 |
Interactions
Correlations
| Cylinders | DriveTrain | EngineSize | Horsepower | Length | MPG_City | MPG_Highway | Make | Origin | Type | Weight | Wheelbase | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Cylinders | 1.000 | 0.310 | 0.924 | 0.815 | 0.566 | -0.834 | -0.739 | 0.369 | 0.259 | 0.274 | 0.784 | 0.610 |
| DriveTrain | 0.310 | 1.000 | 0.330 | 0.376 | 0.237 | 0.411 | 0.409 | 0.528 | 0.206 | 0.454 | 0.336 | 0.180 |
| EngineSize | 0.924 | 0.330 | 1.000 | 0.808 | 0.664 | -0.862 | -0.770 | 0.339 | 0.269 | 0.166 | 0.835 | 0.675 |
| Horsepower | 0.815 | 0.376 | 0.808 | 1.000 | 0.450 | -0.796 | -0.707 | 0.309 | 0.257 | 0.226 | 0.719 | 0.502 |
| Length | 0.566 | 0.237 | 0.664 | 0.450 | 1.000 | -0.537 | -0.435 | 0.376 | 0.300 | 0.287 | 0.710 | 0.888 |
| MPG_City | -0.834 | 0.411 | -0.862 | -0.796 | -0.537 | 1.000 | 0.939 | 0.274 | 0.229 | 0.503 | -0.865 | -0.618 |
| MPG_Highway | -0.739 | 0.409 | -0.770 | -0.707 | -0.435 | 0.939 | 1.000 | 0.271 | 0.151 | 0.543 | -0.816 | -0.538 |
| Make | 0.369 | 0.528 | 0.339 | 0.309 | 0.376 | 0.274 | 0.271 | 1.000 | 0.958 | 0.226 | 0.304 | 0.292 |
| Origin | 0.259 | 0.206 | 0.269 | 0.257 | 0.300 | 0.229 | 0.151 | 0.958 | 1.000 | 0.173 | 0.216 | 0.231 |
| Type | 0.274 | 0.454 | 0.166 | 0.226 | 0.287 | 0.503 | 0.543 | 0.226 | 0.173 | 1.000 | 0.279 | 0.303 |
| Weight | 0.784 | 0.336 | 0.835 | 0.719 | 0.710 | -0.865 | -0.816 | 0.304 | 0.216 | 0.279 | 1.000 | 0.785 |
| Wheelbase | 0.610 | 0.180 | 0.675 | 0.502 | 0.888 | -0.618 | -0.538 | 0.292 | 0.231 | 0.303 | 0.785 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| Make | Model | Type | Origin | DriveTrain | MSRP | Invoice | EngineSize | Cylinders | Horsepower | MPG_City | MPG_Highway | Weight | Wheelbase | Length | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Acura | MDX | SUV | Asia | All | $36,945 | $33,337 | 3.5 | 6.0 | 265 | 17 | 23 | 4451 | 106 | 189 |
| 1 | Acura | RSX Type S 2dr | Sedan | Asia | Front | $23,820 | $21,761 | 2.0 | 4.0 | 200 | 24 | 31 | 2778 | 101 | 172 |
| 2 | Acura | TSX 4dr | Sedan | Asia | Front | $26,990 | $24,647 | 2.4 | 4.0 | 200 | 22 | 29 | 3230 | 105 | 183 |
| 3 | Acura | TL 4dr | Sedan | Asia | Front | $33,195 | $30,299 | 3.2 | 6.0 | 270 | 20 | 28 | 3575 | 108 | 186 |
| 4 | Acura | 3.5 RL 4dr | Sedan | Asia | Front | $43,755 | $39,014 | 3.5 | 6.0 | 225 | 18 | 24 | 3880 | 115 | 197 |
| 5 | Acura | 3.5 RL w/Navigation 4dr | Sedan | Asia | Front | $46,100 | $41,100 | 3.5 | 6.0 | 225 | 18 | 24 | 3893 | 115 | 197 |
| 6 | Acura | NSX coupe 2dr manual S | Sports | Asia | Rear | $89,765 | $79,978 | 3.2 | 6.0 | 290 | 17 | 24 | 3153 | 100 | 174 |
| 7 | Audi | A4 1.8T 4dr | Sedan | Europe | Front | $25,940 | $23,508 | 1.8 | 4.0 | 170 | 22 | 31 | 3252 | 104 | 179 |
| 8 | Audi | A41.8T convertible 2dr | Sedan | Europe | Front | $35,940 | $32,506 | 1.8 | 4.0 | 170 | 23 | 30 | 3638 | 105 | 180 |
| 9 | Audi | A4 3.0 4dr | Sedan | Europe | Front | $31,840 | $28,846 | 3.0 | 6.0 | 220 | 20 | 28 | 3462 | 104 | 179 |
| Make | Model | Type | Origin | DriveTrain | MSRP | Invoice | EngineSize | Cylinders | Horsepower | MPG_City | MPG_Highway | Weight | Wheelbase | Length | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 418 | Volvo | S60 2.5 4dr | Sedan | Europe | All | $31,745 | $29,916 | 2.5 | 5.0 | 208 | 20 | 27 | 3903 | 107 | 180 |
| 419 | Volvo | S60 T5 4dr | Sedan | Europe | Front | $34,845 | $32,902 | 2.3 | 5.0 | 247 | 20 | 28 | 3766 | 107 | 180 |
| 420 | Volvo | S60 R 4dr | Sedan | Europe | All | $37,560 | $35,382 | 2.5 | 5.0 | 300 | 18 | 25 | 3571 | 107 | 181 |
| 421 | Volvo | S80 2.9 4dr | Sedan | Europe | Front | $37,730 | $35,542 | 2.9 | 6.0 | 208 | 20 | 28 | 3576 | 110 | 190 |
| 422 | Volvo | S80 2.5T 4dr | Sedan | Europe | All | $37,885 | $35,688 | 2.5 | 5.0 | 194 | 20 | 27 | 3691 | 110 | 190 |
| 423 | Volvo | C70 LPT convertible 2dr | Sedan | Europe | Front | $40,565 | $38,203 | 2.4 | 5.0 | 197 | 21 | 28 | 3450 | 105 | 186 |
| 424 | Volvo | C70 HPT convertible 2dr | Sedan | Europe | Front | $42,565 | $40,083 | 2.3 | 5.0 | 242 | 20 | 26 | 3450 | 105 | 186 |
| 425 | Volvo | S80 T6 4dr | Sedan | Europe | Front | $45,210 | $42,573 | 2.9 | 6.0 | 268 | 19 | 26 | 3653 | 110 | 190 |
| 426 | Volvo | V40 | Wagon | Europe | Front | $26,135 | $24,641 | 1.9 | 4.0 | 170 | 22 | 29 | 2822 | 101 | 180 |
| 427 | Volvo | XC70 | Wagon | Europe | All | $35,145 | $33,112 | 2.5 | 5.0 | 208 | 20 | 27 | 3823 | 109 | 186 |